About the Authors

Octavio Mesner

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliations Department of Engineering and Public Policy, Carnegie Mellon University, Pittsburgh, PA, United States of America, Department of Statistics and Data Science, Carnegie Mellon University, Pittsburgh, PA, United States of America

Alex Davis

Roles Conceptualization, Formal analysis, Investigation, Methodology, Supervision, Writing – original draft, Writing – review & editing

Affiliation Department of Engineering and Public Policy, Carnegie Mellon University, Pittsburgh, PA, United States of America

Elizabeth Casman

Roles Conceptualization, Investigation, Supervision, Writing – original draft, Writing – review & editing

Affiliation Department of Engineering and Public Policy, Carnegie Mellon University, Pittsburgh, PA, United States of America

Hyagriv Simhan

Roles Conceptualization, Data curation, Investigation, Supervision, Writing – review & editing

Affiliation Magee-Women’s Research Institute, Pittsburgh, PA, United States of America

Cosma Shalizi

Roles Conceptualization, Formal analysis, Methodology, Validation, Writing – review & editing

Affiliation Department of Statistics and Data Science, Carnegie Mellon University, Pittsburgh, PA, United States of America

Lauren Keenan-Devlin

Roles Data curation, Investigation, Writing – review & editing

Affiliation Northshore University Health System, Evanston, Illinois, United States of America

Ann Borders

Roles Data curation, Investigation, Writing – review & editing

Affiliation Northshore University Health System, Evanston, Illinois, United States of America

Tamar Krishnamurti

Roles Conceptualization, Funding acquisition, Investigation, Supervision, Visualization, Writing – original draft, Writing – review & editing

tamark@pitt.edu

Affiliations Department of Engineering and Public Policy, Carnegie Mellon University, Pittsburgh, PA, United States of America, Department of General Internal Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States of America

Competing Interests

I have read the journal's policy and the authors of this manuscript have the following competing interests: Drs. Krishnamurti, Davis, and Simhan are co-founders of Naima Health LLC and hold a patent pending (PCT/US2017/056632, filed October 13, 2017) entitled "“A structured medical data classification system for monitoring and remediating treatment risks." This does not alter our adherence to PLOS ONE policies on sharing data and materials.